{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ❇️ Pandas 🐼: Parallel Coordinates "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A Parallel coord plot is used to `analyze multivariate numerical data` <br> We can compare observations across multiple numerical variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SepalLength</th>\n",
       "      <th>SepalWidth</th>\n",
       "      <th>PetalLength</th>\n",
       "      <th>PetalWidth</th>\n",
       "      <th>Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SepalLength  SepalWidth  PetalLength  PetalWidth         Name\n",
       "0          5.1         3.5          1.4         0.2  Iris-setosa\n",
       "1          4.9         3.0          1.4         0.2  Iris-setosa"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('iris.csv')\n",
    "df.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.plotting.parallel_coordinates(\n",
    "    df, class_column='Name', \n",
    "    color=('#556270', '#4ECDC4', '#C7F464'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Observation: `SepalWidth` in case of `Iris-setosa` is greater than <br>`PetalWidth` while it's not the case for other 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "❇️ Hope you enjoyed reading!! 📖 <br>\n",
    "❇️ follow → `@akshay_pachaar` "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env_twitter",
   "language": "python",
   "name": "env_twitter"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
